Significance: Headwater streams account for a majority of river networks worldwide and have a disproportionately large influence on the functioning of aquatic ecosystems. Headwater streams also support critical habitat for many species, including cold-water fishes, many of which are declining or at risk of extinction.
Problem: Headwater streams are largely underrepresented in streamflow monitoring networks, which place greater emphasis on mainstem rivers. As a result, less is known about how headwaters respond to changing water availability. Headwater streams therefore represent a blind spot in understanding flow regime variability and assessing the vulnerability of cold-water fish to changing climatic conditions, including the increasing frequency and severity of drought.
Existential question: How do streamflow regimes vary spatially in headwater stream networks and what does this imply about the sensitivity of these systems (and the species they support) to changing climatic conditions (i.e., drought)?
Objectives: In progress…
Evaluate the extent and magnitude of spatial and temporal variation in headwater streamflow.
Visualize time series data to show difference in streamflow regimes between reference gages (big G/NWIS) and upstream gages (little g’s) * Back up with flow exceedance curves to describe spatial diversity in distribution of flow values, generally
Use scatterplots to show how hysteresis/non-stationarity/non-linearity in g~G relationships changes among basins (rain vs. snow) and sites within basins. 2. Evaluate the suitability of existing modeling techniques for predicting streamflow in headwater systems.
Use NSE (Nash-Sutcliffe efficiency) to compare the performance of regional regression, NWM/PRMS, and deep learning approaches for modeling headwater streamflow
Demonstrate how drought-related low flow conditions manifest differently in streams across headwater networks.
Using fixed and seasonally variable low flow/drought thresholds derived from long-term (1970-present) big G data (sensu Hammond et al. 2022), show how streamflow drought duration and deficit vary among headwater streams (relative to big G). Violin plots with points for little g’s relative to big G
How does the spread of values (spatial variation in drought duration and deficit) change among years that differ in regional water availability?
Explore how the spatial structure/geometry of headwater stream networks combines with regional water availability to affect within-network variation in straemflow regimes (and similarity in low flow/drought response?)
Use fluvial synchronograms to explore the effects of flow connectivity, branching complexity, and regional water availability on short-scale synchrony and decay
# flow/yield (and temp) data dat <-read_csv("C:/Users/jbaldock/OneDrive - DOI/Documents/USGS/EcoDrought/EcoDrought Working/Data/EcoDrought_FlowTempData_DailyWeekly.csv") %>%mutate(site_name = dplyr::recode(site_name, "Leidy Creek Mouth NWIS"="Leidy Creek Mouth", "SF Spread Creek Lower NWIS"="SF Spread Creek Lower", "Dugout Creek NWIS"="Dugout Creek", "Shields River ab Smith NWIS"="Shields River Valley Ranch")) %>%filter(!site_name %in%c("Avery Brook NWIS", "West Brook 0", "BigCreekMiddle", # drop co-located sites"South River Conway NWIS", "North Fork Flathead River NWIS", # drop big Gs"Pacific Creek at Moran NWIS", "Shields River nr Livingston NWIS", # drop big Gs"Donner Blitzen River nr Frenchglen NWIS", # drop big Gs"WoundedBuckCreek")) %>%# drop little g outside of focal basingroup_by(site_name, basin, subbasin, region, date) %>%summarize(flow_mean =mean(flow_mean),tempc_mean =mean(tempc_mean),Yield_mm =mean(Yield_mm),Yield_filled_mm =mean(Yield_filled_mm)) %>%ungroup()# add water/climate year variables and fill missing datesdat <-fill_missing_dates(dat, dates = date, groups = site_name)dat <-add_date_variables(dat, dates = date, water_year_start =10)
Clean and bind little g data (for each basin, restrict to time period for which data quality/availability is ~consistent)
Code
dat_clean <-bind_rows( dat %>%filter(site_name %in%unlist(siteinfo %>%filter(subbasin =="West Brook") %>%select(site_name)), year(date) >=2020, date <=date("2025-01-03")) %>%mutate(Yield_filled_mm =ifelse(site_name =="West Brook Upper"& date >date("2024-10-06"), NA, Yield_filled_mm)) %>%mutate(Yield_filled_mm =ifelse(site_name =="Mitchell Brook"& date >date("2021-02-28") & date <date("2021-03-26"), NA, Yield_filled_mm)) %>%mutate(Yield_filled_mm =ifelse(site_name =="Mitchell Brook"& date >date("2021-11-01") & date <date("2022-05-01"), NA, Yield_filled_mm)) %>%mutate(subbasin ="West Brook"), dat %>%filter(site_name %in%unlist(siteinfo %>%filter(subbasin =="Paine Run") %>%select(site_name)), date >=as_date("2018-11-07"), date <=as_date("2023-05-15")) %>%mutate(subbasin ="Paine Run"), dat %>%filter(site_name %in%unlist(siteinfo %>%filter(subbasin =="Staunton River") %>%select(site_name)), date >=as_date("2018-11-07"), date <=as_date("2022-10-19")) %>%mutate(subbasin ="Staunton River"), dat %>%filter(site_name %in%c(unlist(siteinfo %>%filter(subbasin =="Big Creek") %>%select(site_name)), "North Fork Flathead River NWIS"), date >=date("2018-08-08"), date <=date("2023-08-03"), site_name !="SkookoleelCreek", Yield_filled_mm >0) %>%mutate(subbasin ="Big Creek"), dat %>%filter(site_name %in%c(unlist(siteinfo %>%filter(subbasin =="Coal Creek") %>%select(site_name)), "North Fork Flathead River NWIS"), date >=date("2018-07-29"), date <=date("2023-08-03")) %>%mutate(subbasin ="Coal Creek"), dat %>%filter(site_name %in%c(unlist(siteinfo %>%filter(subbasin =="McGee Creek") %>%select(site_name)), "North Fork Flathead River NWIS"), date >=date("2017-07-30"), date <=date("2023-12-11")) %>%mutate(subbasin ="McGee Creek"), dat %>%filter(subbasin =="Snake River", date >=date("2016-04-01"), date <=date("2023-10-03"), site_name !="Leidy Creek Upper") %>%mutate(subbasin ="Snake River"), dat %>%filter(subbasin =="Shields River", date >=date("2016-04-01"), date <=date("2023-12-31"), site_name !="Brackett Creek") %>%mutate(logYield =log10(Yield_filled_mm)) %>%mutate(subbasin ="Shields River"), dat %>%filter(subbasin =="Duck Creek", date >=date("2015-04-01"), date <=date("2023-12-31")) %>%mutate(subbasin ="Duck Creek"), dat %>%filter(subbasin =="Donner Blitzen", date >=as_date("2019-04-23"), date <=as_date("2022-12-31"), !site_name %in%c("Indian Creek NWIS", "Little Blizten River NWIS")) %>%mutate(subbasin ="Donner Blitzen")) %>%filter(Yield_filled_mm >0) %>%mutate(logYield =log10(Yield_filled_mm), designation ="little", doy_calendar =yday(date)) %>%select(-Yield_mm) %>%rename(Yield_mm = Yield_filled_mm)head(dat_clean)
# A tibble: 6 × 16
site_name basin subbasin region date flow_mean tempc_mean Yield_mm
<chr> <chr> <chr> <chr> <date> <dbl> <dbl> <dbl>
1 Avery Brook West Bro… West Br… Mass 2020-01-08 5.96 0.594 1.99
2 Avery Brook West Bro… West Br… Mass 2020-01-09 4.81 0.0336 1.61
3 Avery Brook West Bro… West Br… Mass 2020-01-10 4.88 0.363 1.63
4 Avery Brook West Bro… West Br… Mass 2020-01-11 6.43 1.77 2.15
5 Avery Brook West Bro… West Br… Mass 2020-01-12 21.2 2.81 7.08
6 Avery Brook West Bro… West Br… Mass 2020-01-13 14.3 1.92 4.78
# ℹ 8 more variables: CalendarYear <dbl>, Month <dbl>, MonthName <fct>,
# WaterYear <dbl>, DayofYear <dbl>, logYield <dbl>, designation <chr>,
# doy_calendar <dbl>
11.1.2 Big G’s
Load big/super G data
Code
nwis_daily <-read_csv("C:/Users/jbaldock/OneDrive - DOI/Documents/USGS/EcoDrought/EcoDrought Working/Data/EcoDrought_NWIS_FlowTempData_Raw_Daily.csv") %>%filter(designation =="big", year(date) >=1970, site_name !="Shields River nr Livingston NWIS") %>%mutate(flowcfs =ifelse(site_name =="Rapidan River NWIS"& date >date("1995-06-26") & date <date("1995-07-01"), NA, flowcfs),flow_mean_cms = flowcfs*0.02831683199881, area_sqkm = area_sqmi*2.58999)# sitessites <-unique(nwis_daily$site_name)# site-specific basin area in square kmbasinarea <- nwis_daily %>%filter(!is.na(site_id)) %>%group_by(site_name) %>%summarize(area_sqkm =unique(area_sqkm))# calculate yieldyield_list <-list()for (i in1:length(sites)) { d <- nwis_daily %>%filter(site_name == sites[i]) ba <-unlist(basinarea %>%filter(site_name == sites[i]) %>%select(area_sqkm)) yield_list[[i]] <-add_daily_yield(data = d, values = flow_mean_cms, basin_area =as.numeric(ba))}nwis_daily_wyield <-do.call(rbind, yield_list)dat_clean_big <- nwis_daily_wyield %>%select(site_name, basin, subbasin, region, date, Yield_mm, tempc, flowcfs) %>%mutate(logYield =log10(Yield_mm), doy_calendar =yday(date)) %>%rename(tempc_mean = tempc, flow_mean = flowcfs)# add water/climate year variables and fill missing datesdat_clean_big <-fill_missing_dates(dat_clean_big, dates = date, groups = site_name)dat_clean_big <-add_date_variables(dat_clean_big, dates = date, water_year_start =10)head(dat_clean_big)
# A tibble: 6 × 15
site_name basin subbasin region date Yield_mm tempc_mean flow_mean
<chr> <chr> <chr> <chr> <date> <dbl> <dbl> <dbl>
1 South River Co… West… West Br… Mass 1970-01-01 1.81 NA 46
2 South River Co… West… West Br… Mass 1970-01-02 1.69 NA 43
3 South River Co… West… West Br… Mass 1970-01-03 1.61 NA 41
4 South River Co… West… West Br… Mass 1970-01-04 1.53 NA 39
5 South River Co… West… West Br… Mass 1970-01-05 1.49 NA 38
6 South River Co… West… West Br… Mass 1970-01-06 1.49 NA 38
# ℹ 7 more variables: logYield <dbl>, doy_calendar <dbl>, CalendarYear <dbl>,
# Month <dbl>, MonthName <fct>, WaterYear <dbl>, DayofYear <dbl>
Download Daymet precip data and summarize by water year
Code
# big G site lat/longmysites <- nwis_daily %>%group_by(site_name, basin, subbasin, region) %>%summarize(lat =unique(lat), long =unique(long)) %>%ungroup()# download point location Daymet dataclimlist <-vector("list", length =dim(mysites)[1])for (i in1:dim(mysites)[1]) { clim <-download_daymet(site = mysites$site_name[i], lat = mysites$lat[i], lon = mysites$long[i], start =1980, end =2024, internal = T) climlist[[i]] <-tibble(clim$data) %>%mutate(air_temp_mean = (tmax..deg.c. + tmin..deg.c.)/2, date =as.Date(paste(year, yday, sep ="-"), "%Y-%j"),site_name = mysites$site_name[i]) %>%select(12,2,11,10,4,6) %>%rename(precip_mmday =5, swe_kgm2 =6)print(i)}
[1] 1
[1] 2
[1] 3
[1] 4
[1] 5
[1] 6
[1] 7
[1] 8
Code
# combine and add water yearsclimdf <-do.call(rbind, climlist) %>%left_join(mysites) %>%mutate(year =year(date))climdf <-add_date_variables(climdf, dates = date, water_year_start =10)# calculate total annual precipitation in mm, by site and water yearclimdf_summ <- climdf %>%group_by(site_name, basin, subbasin, region, WaterYear) %>%summarize(precip_total =sum(precip_mmday), sampsize =n()) %>%mutate(precip_total_z =scale(precip_total)) %>%ungroup() %>%filter(sampsize >=350)
View time series and scatter plots of big G water availability (total annual yield, sum of daily values, black lines) and precipitation (total annual precip, blues lines). Note that the panel labels indicate basins, not NWIS gage names. In the manuscript, pair these plots with CONUS map and detailed inset maps of focal basins (Figure 1)
Code
# calculate annual water availability at big g as sum of daily yield values...retain only years with >95% data coverage (at least 350 days)wateravail <- dat_clean_big %>%filter(!is.na(Yield_mm)) %>%group_by(basin, site_name, WaterYear) %>%summarize(sampsize =n(), totalyield =sum(Yield_mm, na.rm =TRUE)) %>%mutate(totalyield_z =scale(totalyield)[,1]) %>%ungroup() %>%filter(sampsize >=350) %>%complete(basin, WaterYear =1971:2024, fill =list(sampsize =NA, totalyield =NA))# get range of years for little g datadaterange <- dat_clean %>%group_by(basin) %>%summarize(minyear =year(min(date)), maxyear =year(max(date)))# spread ecod yearsmylist <-vector("list", length =dim(daterange)[1])for (i in1:dim(daterange)[1]) { mylist[[i]] <-tibble(basin = daterange$basin[i], WaterYear =seq(from = daterange$minyear[i], to = daterange$maxyear[i], by =1))}yrdf <-do.call(rbind, mylist) %>%mutate(ecodyr ="yes")
Objective 1: Evaluate the extent and magnitude of spatial and temporal variation in headwater streamflow.
Approach:
Visualize time series data to show difference in streamflow regimes between reference gages (big G/NWIS) and upstream gages (little g’s)
Back up with flow exceedance curves to describe spatial diversity in distribution of flow values, generally
Notes:
Consider combining subbasins
Flathead = Coal, Big, and McGee Creeks
Yellowstone = Shields River and Duck Creek
Shenandoah??? Hard b/c Staunton, Paine, and Piney all use different big G’s
Might be helpful to plot panels of static time series plot on the same x-axis/time scale
Not sure how necessary ridgeline plots are under the current framework/objectives, although they do highlight differences in variability between big and littls g’s
Exceedance curves need updating/doing, perhaps facet by year and restrict to summer/low flow season only (July, August, September).
11.2.1 Spaghetti plots
View daily time series data by sub-basin. Note that we are using the “Super G” NWIS data for the reference gage (black line). Per Robert comment, entirely nested design is cute, but doesn’t reflect how the data is actually used.
Big G NWIS sites/reference gages for each basin/subbasin:
myridgesfun(subbas ="West Brook", bigG ="South River Conway NWIS")
Code
myridgesfun(subbas ="Paine Run", bigG ="South River Harriston NWIS")
Code
myridgesfun(subbas ="Staunton River", bigG ="Rapidan River NWIS")
Code
myridgesfun(subbas ="Big Creek", bigG ="North Fork Flathead River NWIS")
Code
myridgesfun(subbas ="Coal Creek", bigG ="North Fork Flathead River NWIS")
Code
myridgesfun(subbas ="McGee Creek", bigG ="North Fork Flathead River NWIS")
Code
myridgesfun(subbas ="Snake River", bigG ="Pacific Creek at Moran NWIS")
Code
myridgesfun(subbas ="Shields River", bigG ="Yellowstone River Livingston NWIS")
Code
myridgesfun(subbas ="Duck Creek", bigG ="Yellowstone River Livingston NWIS")
Code
myridgesfun(subbas ="Donner Blitzen", bigG ="Donner Blitzen River nr Frenchglen NWIS")
11.2.4 Hysteresis
Find little g site/water years with at least 90% data completeness, join big and little g daily yield data
Code
# find little g site/water yeras with at least 90% data availabilitymysiteyrs <- dat_clean %>%group_by(site_name, basin, subbasin, region, WaterYear) %>%summarize(numdays =n()) %>%ungroup() %>%filter(numdays >=0.9*365) %>%mutate(forhyst =1) %>%left_join(wateravail %>%select(basin, WaterYear, totalyield_z))# join big G data to little gdat_clean_hyst <- dat_clean %>%left_join(mysiteyrs) %>%filter(forhyst ==1) %>%left_join(dat_clean_big %>%select(basin, date, Yield_mm, logYield) %>%rename(Yield_mm_big = Yield_mm, logYield_big = logYield)) %>%left_join(wateravail %>%select(basin, WaterYear, totalyield_z))
Create plotting function
Code
hystplotfun <-function(mysite, wy) {print(dat_clean_hyst %>%filter(site_name == mysite, WaterYear == wy) %>%ggplot(aes(x = logYield_big, y = logYield, color = date)) +geom_segment(aes(xend =c(tail(logYield_big, n =-1), NA), yend =c(tail(logYield, n =-1), NA)), arrow =arrow(length =unit(0.2, "cm")), color ="black") +geom_point() +geom_abline(intercept =0, slope =1, linetype ="dashed") +scale_color_gradientn(colors =cet_pal(250, name ="c2"), trans ="date") +xlim(-1,1.5) +ylim(-1.5,1.8) +#scale_color_scico(palette = "romaO") +xlab("log(Yield, mm) at reference gage") +ylab("log(Yield, mm) at headwater gage") +# geom_text(data = annotations, aes(x = xpos, y = ypos, label = annotateText), hjust = "inward", vjust = "inward") +annotate(geom ="text", x =-Inf, y =Inf, label =paste(mysite, ", WY ", wy, sep =""), hjust =-0.1, vjust =1.5) +theme_bw() +theme(panel.grid.major =element_blank(), panel.grid.minor =element_blank(),panel.background =element_rect(fill ="grey85"),axis.title =element_blank()) +theme(plot.margin =margin(0.1,0.1,0,0, "cm")) )}
Plot example sites and years. Generally, in rain-dominated basins the East (top two rows), we see relatively little hysteresis/non-stationarity in the relationship between streamflow in headwaters and at reference gages. In contrast, in snowmelt-dominated basins of the Rocky Mountains, we see much stronger hysteresis/non-stationarity in the relationship between streamflow in headwaters and at reference gages, but this varies considerably among locations.
ggplotly(hystplotfun(mysite ="EF Duck Creek be HF", wy =2022))
11.3 Objective 2
11.4 Objective 3
Objective 3: Demonstrate how drought-related low flow conditions manifest differently in streams across headwater networks.
Approach:
Using fixed and seasonally variable low flow/drought thresholds derived from long-term (1970-present) big G data (sensu Hammond et al. 2022), show how streamflow drought duration and deficit vary among headwater streams (relative to big G).
Heat maps showing the timing/onset of low flow conditions across big G and little g’sG
Drought deficit/duration violin plots with points for little g’s relative to big G
Show how does the spread of values (spatial variation in drought duration and deficit) changes among years that differ in regional water availability
Notes:
not sure how to accomplish (2) given that the number and collection of sites per (sub)basin changes considerably among years/months
11.4.1 Low flow thresholds
Generate fixed and time varying (by day of year) drought/low flow thresholds from long-term (1970-2025) big G streamflow data. Quantiles correspond to those used in Hammond et al. (2022): 0.30, 0.20, 0.10, 0.05, 0.02.
# A tibble: 16 × 9
site_name basin subbasin region thresh_30_fix thresh_20_fix thresh_10_fix
<chr> <chr> <chr> <chr> <dbl> <dbl> <dbl>
1 Battle Run N… Pine… Piney R… Shen 0.319 0.211 0.106
2 Battle Run N… <NA> <NA> <NA> NA NA NA
3 Donner Blitz… Donn… Donner … Oreg 0.201 0.173 0.152
4 Donner Blitz… <NA> <NA> <NA> NA NA NA
5 North Fork F… Flat… Flathead Flat 0.484 0.406 0.333
6 North Fork F… <NA> <NA> <NA> NA NA NA
7 Pacific Cree… Snak… Snake R… Snake 0.284 0.250 0.211
8 Pacific Cree… <NA> <NA> <NA> NA NA NA
9 Rapidan Rive… Stau… Staunto… Shen 0.472 0.312 0.174
10 Rapidan Rive… <NA> <NA> <NA> NA NA NA
11 South River … West… West Br… Mass 0.731 0.492 0.308
12 South River … <NA> <NA> <NA> NA NA NA
13 South River … Pain… Paine R… Shen 0.450 0.370 0.307
14 South River … <NA> <NA> <NA> NA NA NA
15 Yellowstone … Shie… Shields… Shiel… 0.388 0.346 0.304
16 Yellowstone … <NA> <NA> <NA> NA NA NA
# ℹ 2 more variables: thresh_5_fix <dbl>, thresh_2_fix <dbl>
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Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Error : There are missing values in the series.
Code
# summarize monthly mean yield by site, yeartt <- dat_clean %>%mutate(basin =ifelse(subbasin =="Duck Creek", "Shields River", basin)) %>%filter(!is.na(logYield), designation =="little") %>%group_by(region, basin, subbasin, site_name, designation, CalendarYear, Month) %>%summarize(meanQ =mean(logYield, na.rm =TRUE), nobs =n()) %>%ungroup() %>%filter(nobs >=27) %>%left_join(drought) # calculate correlationsmylist_dsci_slope <-list()mylist_dsci_pval <-list()mylist_dsci_rho <-list()mylist_spi_slope <-list()mylist_spi_pval <-list()mylist_spi_rho <-list()# list of sites to iterate oversites <-unique(tt$site_name)for(i in1:length(sites)) { d <- tt %>%filter(site_name == sites[i]) mymat_dsci_slope <-matrix(data =NA, nrow =12, ncol =24) mymat_dsci_pval <-matrix(data =NA, nrow =12, ncol =24) mymat_dsci_rho <-matrix(data =NA, nrow =12, ncol =24) mymat_spi_slope <-matrix(data =NA, nrow =12, ncol =24) mymat_spi_pval <-matrix(data =NA, nrow =12, ncol =24) mymat_spi_rho <-matrix(data =NA, nrow =12, ncol =24)for(j in1:12) {for(k in1:24) {if(nrow(d %>%filter(Month == j)) <3) next# DSCI d2 <- d %>%filter(Month == j) %>%select(meanQ, paste("dsci_monthly_", k, sep =""))## slope and p-valuetry(mylm <-lm(unlist(d2[,1]) ~unlist(d2[,2])), silent =TRUE)try(mymat_dsci_slope[j,k] <-summary(mylm)$coefficients[2,1], silent =TRUE)try(mymat_dsci_pval[j,k] <-summary(mylm)$coefficients[2,4], silent =TRUE)## pearons r correlationtry(mymat_dsci_rho[j,k] <-cor(d2[,1], d2[,2], method ="pearson", use ="complete.obs"), silent =TRUE)# SPI d2 <- d %>%filter(Month == j) %>%select(meanQ, paste("spi_", k, sep =""))## slope and p-valuetry(mylm <-lm(unlist(d2[,1]) ~unlist(d2[,2])), silent =TRUE)try(mymat_spi_slope[j,k] <-summary(mylm)$coefficients[2,1], silent =TRUE)try(mymat_spi_pval[j,k] <-summary(mylm)$coefficients[2,4], silent =TRUE)## pearons r correlationtry(mymat_spi_rho[j,k] <-cor(d2[,1], d2[,2], method ="pearson", use ="complete.obs"), silent =TRUE) } } mylist_dsci_slope[[i]] <- mymat_dsci_slope mylist_dsci_pval[[i]] <- mymat_dsci_pval mylist_dsci_rho[[i]] <- mymat_dsci_rho mylist_spi_slope[[i]] <- mymat_spi_slope mylist_spi_pval[[i]] <- mymat_spi_pval mylist_spi_rho[[i]] <- mymat_spi_rhoprint(i)}# generate plots/heatmaps of correlationn <-100for(i in1:length(sites)) {# streamflow mean ~ DSCIjpeg(paste("./Climate Sensitivity/Climate sensitivity plots/Streamflow_DSCI_correlation_TimeVarying_", "site", i, "_mean.jpg", sep =""), height =6, width =7, units ="in", res =500)filled.contour(x =1:24, y =1:12, z =t(corlist_dsci_mean[[i]]), levels =seq(from =-1, to =1, length = n+1), col =hcl.colors(n, "PRGn"),plot.title =title(main = sites[i], xlab ="DSCI - accumulation time scale (months)", ylab ="Month"),plot.axes = { axis(1, at =seq(from =1, to =23, by =2))axis(2, at =1:12, labels =c("J", "F", "M", "A", "M", "J", "J", "A", "S", "O", "N", "D")) contour(x =1:24, y =1:12, z =t(corlist_dsci_mean[[i]]), add =TRUE, labcex =1, levels =seq(from =-1, to =1, length =11)) })dev.off()# streamflow mean ~ SPIjpeg(paste("./Climate Sensitivity/Climate sensitivity plots/Streamflow_SPI_correlation_TimeVarying_", "site", i, "_mean.jpg", sep =""), height =6, width =7, units ="in", res =500)filled.contour(x =1:24, y =1:12, z =t(corlist_spi_mean[[i]]), levels =seq(from =-1, to =1, length = n+1), col =hcl.colors(n, "PRGn"),plot.title =title(main = sites[i], xlab ="SPI - accumulation time scale (months)", ylab ="Month"),plot.axes = { axis(1, at =seq(from =1, to =23, by =2))axis(2, at =1:12, labels =c("J", "F", "M", "A", "M", "J", "J", "A", "S", "O", "N", "D")) contour(x =1:24, y =1:12, z =t(corlist_spi_mean[[i]]), add =TRUE, labcex =1, levels =seq(from =-1, to =1, length =11)) })dev.off()# streamflow minimum ~ DSCIjpeg(paste("./Climate Sensitivity/Climate sensitivity plots/Streamflow_DSCI_correlation_TimeVarying_", "site", i, "_min.jpg", sep =""), height =6, width =7, units ="in", res =500)filled.contour(x =1:24, y =1:12, z =t(corlist_dsci_min[[i]]), levels =seq(from =-1, to =1, length = n+1), col =hcl.colors(n, "PRGn"),plot.title =title(main = sites[i], xlab ="DSCI - accumulation time scale (months)", ylab ="Month"),plot.axes = { axis(1, at =seq(from =1, to =23, by =2))axis(2, at =1:12, labels =c("J", "F", "M", "A", "M", "J", "J", "A", "S", "O", "N", "D")) contour(x =1:24, y =1:12, z =t(corlist_dsci_min[[i]]), add =TRUE, labcex =1, levels =seq(from =-1, to =1, length =11)) })dev.off()# streamflow minimum ~ SPIjpeg(paste("./Climate Sensitivity/Climate sensitivity plots/Streamflow_SPI_correlation_TimeVarying_", "site", i, "_min.jpg", sep =""), height =6, width =7, units ="in", res =500)filled.contour(x =1:24, y =1:12, z =t(corlist_spi_min[[i]]), levels =seq(from =-1, to =1, length = n+1), col =hcl.colors(n, "PRGn"),plot.title =title(main = sites[i], xlab ="SPI - accumulation time scale (months)", ylab ="Month"),plot.axes = { axis(1, at =seq(from =1, to =23, by =2))axis(2, at =1:12, labels =c("J", "F", "M", "A", "M", "J", "J", "A", "S", "O", "N", "D")) contour(x =1:24, y =1:12, z =t(corlist_spi_min[[i]]), add =TRUE, labcex =1, levels =seq(from =-1, to =1, length =11)) })dev.off()}# plot raw dataplot(meanQ ~ spi_9, tt %>%filter(site_name =="Big Creek NWIS", Month ==10))plot(z_flow_mean_monthly ~ spi_7, dat3 %>%filter(site_name =="Donner Blitzen River nr Frenchglen NWIS", month ==6))filled.contour(x =1:24, y =1:12, z =t(mylist_dsci_slope[[1]]), levels =seq(from =-1, to =1, length =50), col =hcl.colors(50, "PRGn"),plot.title =title(main = sites[i], xlab ="DSCI - accumulation time scale (months)", ylab ="Month"),plot.axes = { axis(1, at =seq(from =1, to =23, by =2))axis(2, at =1:12, labels =c("J", "F", "M", "A", "M", "J", "J", "A", "S", "O", "N", "D")) contour(x =1:24, y =1:12, z =t(mylist_dsci_slope[[i]]), add =TRUE, labcex =1, levels =seq(from =-1, to =1, length =11)) })filled.contour(x =1:24, y =1:12, z =t(mylist_spi_pval[[1]]), levels =seq(from =0, to =1, length =100), col =hcl.colors(100, "Blues"))filled.contour(x =1:24, y =1:12, z =t(mylist_spi_slope[[1]]), levels =seq(from =-1, to =1, length =100), col =hcl.colors(100, "PRGn"))